{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# python 3.8\n",
    "\n",
    "# For yahoo finance\n",
    "import io\n",
    "import re\n",
    "import requests\n",
    "\n",
    "# The usual suspects\n",
    "import numpy             as np\n",
    "import pandas            as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Tree models and data pre-processing\n",
    "from numpy               import vstack, hstack\n",
    "from sklearn             import tree\n",
    "\n",
    "# Fancy graphics\n",
    "plt.style.use('seaborn')\n",
    "\n",
    "# Getting Yahoo finance data\n",
    "def getdata(tickers,start,end,frequency):\n",
    "    OHLC = {}\n",
    "    cookie = ''\n",
    "    crumb = ''\n",
    "    res = requests.get('https://finance.yahoo.com/quote/SPY/history')\n",
    "    cookie = res.cookies['B']\n",
    "    pattern = re.compile('.*\"CrumbStore\":\\{\"crumb\":\"(?P<crumb>[^\"]+)\"\\}')\n",
    "    for line in res.text.splitlines():\n",
    "        m = pattern.match(line)\n",
    "        if m is not None:\n",
    "            crumb = m.groupdict()['crumb']\n",
    "    for ticker in tickers:\n",
    "        url_str = \"https://query1.finance.yahoo.com/v7/finance/download/%s\"\n",
    "        url_str += \"?period1=%s&period2=%s&interval=%s&events=history&crumb=%s\"\n",
    "        url = url_str % (ticker, start, end, frequency, crumb)\n",
    "        res = requests.get(url, cookies={'B': cookie}).text\n",
    "        OHLC[ticker] = pd.read_csv(io.StringIO(res), index_col=0,\n",
    "                                   error_bad_lines=False).replace('null', np.nan).dropna()\n",
    "        OHLC[ticker].index = pd.to_datetime(OHLC[ticker].index)\n",
    "        OHLC[ticker] = OHLC[ticker].apply(pd.to_numeric)\n",
    "    return OHLC\n",
    "\n",
    "# A (lagged) technical indicator (Average True Range)\n",
    "def ATR(df, n):\n",
    "    df = df.reset_index()\n",
    "    i = 0\n",
    "    TR_l = [0]\n",
    "    while i < df.index[-1]:\n",
    "        TR = (max(df.loc[i+1, 'High'], df.loc[i, 'Close']) -\n",
    "              min(df.loc[i+1, 'Low'], df.loc[i, 'Close']))\n",
    "        TR_l.append(TR)\n",
    "        i = i + 1\n",
    "    return pd.Series(TR_l).ewm(span=n, min_periods=n).mean()\n",
    "\n",
    "# Assets under consideration\n",
    "tickers = ['PEP','KO']\n",
    "\n",
    "data = None\n",
    "while data is None:\n",
    "    try:\n",
    "        data = getdata(tickers,'946685000','1587427200','1d')\n",
    "    except:\n",
    "         pass\n",
    "\n",
    "KO = data['KO'].drop('Volume',axis=1)\n",
    "PEP = data['PEP'].drop('Volume',axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "variables = pd.DataFrame({'TPEP':(PEP['Close']/PEP['Close'].shift(7)-1).shift(1),\n",
    "                      'TKO':(KO['Close']/KO['Close'].shift(6)-1).shift(1)})\n",
    "\n",
    "variables['Target'] = variables.min(axis=1)\n",
    "variables['IsPEP']  = variables['Target'].isin(variables['TPEP'])\n",
    "\n",
    "variables['Open']   = np.where(variables['Target'].isin(variables['TPEP']),\n",
    "                               PEP['Open'],\n",
    "                               KO['Open'])\n",
    "\n",
    "variables['Close']  = np.where(variables['Target'].isin(variables['TPEP']),\n",
    "                               PEP['Close'],\n",
    "                               KO['Close'])\n",
    "\n",
    "variables['Returns'] = variables['Close']/variables['Open']-1\n",
    "\n",
    "variables['APEP'] = PEP['Open']\n",
    "variables['AKO']  = KO['Open']\n",
    "\n",
    "variables = variables.reset_index().drop('Date',axis=1)\n",
    "\n",
    "variables['ATR'] = ATR(PEP,40)\n",
    "\n",
    "variables = variables.dropna()\n",
    "variables = variables.reset_index().drop('index',axis=1)\n",
    "\n",
    "# This is a minimalistic example, adding more information (which is no easy task)\n",
    "# will much likely yield a better signal to noise ratio\n",
    "\n",
    "features  = ['IsPEP','AKO','ATR','APEP']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "training = 38\n",
    "testing = 3\n",
    "seed = 123\n",
    "\n",
    "returns = []\n",
    "\n",
    "# Rolling calibration and testing of the Decision Tree Regressors\n",
    "for ii in range(0, len(variables)-(training+testing), testing):\n",
    "    X, y = [], []\n",
    "\n",
    "    iam  = ii+training\n",
    "    lazy = ii+training+testing\n",
    "\n",
    "    # Training the model with the last 38 days\n",
    "    for i in range(ii, iam):\n",
    "        X.append([variables.iloc[i][var] for var in features])\n",
    "        y.append(variables.iloc[i].Close)\n",
    "\n",
    "    model = tree.DecisionTreeRegressor(max_depth=19,\n",
    "                                       min_samples_leaf=3,\n",
    "                                       min_samples_split=16,\n",
    "                                       random_state=seed)\n",
    "    model.fit(vstack(X), hstack(y))\n",
    "\n",
    "    XX = []\n",
    "\n",
    "    # Testing it out-of-sample, its used for the next 3 days\n",
    "    for i in range(iam, lazy):\n",
    "        XX.append([variables.iloc[i][var] for var in features])\n",
    "\n",
    "    # We trade if the predicted close price is superior to the open price\n",
    "    trades = np.where(model.predict(vstack(XX)) > variables['Open'][iam:lazy],\n",
    "                      variables['Returns'][iam:lazy],\n",
    "                      np.nan)\n",
    "\n",
    "    for values in trades:\n",
    "        returns.append(values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    5028.000000\n",
       "mean        0.000656\n",
       "std         0.011249\n",
       "min        -0.089762\n",
       "25%        -0.004797\n",
       "50%         0.000447\n",
       "75%         0.005913\n",
       "max         0.106294\n",
       "Name: Baseline, dtype: float64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "CompRes = pd.DataFrame({'Baseline': variables[-len(returns):].set_index(PEP[-len(returns):].index)['Returns'],\n",
    "                        'DTR': returns})\n",
    "\n",
    "CompRes['Baseline'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "count    2329.000000\n",
       "mean        0.001116\n",
       "std         0.012657\n",
       "min        -0.089762\n",
       "25%        -0.004989\n",
       "50%         0.000746\n",
       "75%         0.006977\n",
       "max         0.106294\n",
       "Name: DTR, dtype: float64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(16,6))\n",
    "\n",
    "hist1, bins1 = np.histogram(CompRes['Baseline'].dropna(), bins=50)\n",
    "width = 0.7 * (bins1[1] - bins1[0])\n",
    "center = (bins1[:-1] + bins1[1:]) / 2\n",
    "\n",
    "ax.bar(center, hist1, align='center', width=width, label='Baseline')\n",
    "\n",
    "hist2, bins2 = np.histogram(CompRes['DTR'].dropna(), bins=50)\n",
    "ax.bar(center, hist2, align='center', width=width, label='DTR Return Distribution')\n",
    "\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "CompRes['DTR'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tc = -0.0005 #Simulating 0.05% transaction costs\n",
    "\n",
    "plt.figure(figsize=(16,6))\n",
    "plt.plot(((CompRes['DTR'].dropna()+tc).cumsum())*100, color='coral', label='DTR Cumulative Returns')\n",
    "plt.plot(((CompRes['Baseline']+tc).cumsum())*100, label='Baseline')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Cumulative Returns')\n",
    "plt.margins(x=0.005,y=0.02)\n",
    "plt.axhline(y=0, xmin=0, xmax=1, linestyle='--', color='k')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "count    2211.000000\n",
       "mean        0.056616\n",
       "std         0.092653\n",
       "min        -0.193644\n",
       "25%         0.004866\n",
       "50%         0.051198\n",
       "75%         0.112136\n",
       "max         0.380145\n",
       "Name: DTR, dtype: float64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,6))\n",
    "plt.plot((CompRes['DTR'].dropna()+tc).rolling(window=119).sum(), color='coral', label='DTR Yearly Returns')\n",
    "plt.plot((CompRes['Baseline']+tc).rolling(window=252).sum(), label='Baseline')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Yearly Rolling Return')\n",
    "plt.margins(x=0.005,y=0.02)\n",
    "plt.axhline(y=0, xmin=0, xmax=1, linestyle='--', color='k')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "# Descriptive statistics of the strategy rolling yearly return\n",
    "#(assuming 119 trades per year)\n",
    "((CompRes['DTR'].dropna()+tc).rolling(window=119).sum()).describe()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
